Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 468.9 KiB |
| Average record size in memory | 240.1 B |
Variable types
| NUM | 30 |
|---|
Reproduction
| Analysis started | 2020-08-02 11:32:55.766444 |
|---|---|
| Analysis finished | 2020-08-02 11:35:43.580119 |
| Duration | 2 minutes and 47.81 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
col0 has unique values | Unique |
col1 has unique values | Unique |
col2 has unique values | Unique |
col3 has unique values | Unique |
col4 has unique values | Unique |
col5 has unique values | Unique |
col6 has unique values | Unique |
col7 has unique values | Unique |
col8 has unique values | Unique |
col9 has unique values | Unique |
col10 has unique values | Unique |
col11 has unique values | Unique |
col12 has unique values | Unique |
col13 has unique values | Unique |
col14 has unique values | Unique |
col15 has unique values | Unique |
col16 has unique values | Unique |
col17 has unique values | Unique |
col18 has unique values | Unique |
col19 has unique values | Unique |
col20 has unique values | Unique |
col21 has unique values | Unique |
col22 has unique values | Unique |
col23 has unique values | Unique |
col24 has unique values | Unique |
col25 has unique values | Unique |
col26 has unique values | Unique |
col27 has unique values | Unique |
col28 has unique values | Unique |
col29 has unique values | Unique |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.330029666636003 |
|---|---|
| Minimum | -1378.0191937299805 |
| Maximum | 1260.0375502628046 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -1378.019194 |
|---|---|
| 5-th percentile | -539.0035485 |
| Q1 | -184.5100331 |
| median | 26.3552849 |
| Q3 | 224.1421501 |
| 95-th percentile | 515.1389333 |
| Maximum | 1260.03755 |
| Range | 2638.056744 |
| Interquartile range (IQR) | 408.6521832 |
Descriptive statistics
| Standard deviation | 328.0449319 |
|---|---|
| Coefficient of variation (CV) | 26.60536436 |
| Kurtosis | 0.9371383278 |
| Mean | 12.33002967 |
| Median Absolute Deviation (MAD) | 203.373525 |
| Skewness | -0.262332533 |
| Sum | 24660.05933 |
| Variance | 107613.4774 |
| Value | Count | Frequency (%) | |
| 265.0435636 | 1 | 0.1% | |
| -26.98772264 | 1 | 0.1% | |
| -153.2783058 | 1 | 0.1% | |
| -107.2033746 | 1 | 0.1% | |
| 23.97740219 | 1 | 0.1% | |
| -15.839898 | 1 | 0.1% | |
| 263.9270357 | 1 | 0.1% | |
| 730.3127903 | 1 | 0.1% | |
| 280.2235088 | 1 | 0.1% | |
| -65.77794872 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -1378.019194 | 1 | 0.1% | |
| -1295.516153 | 1 | 0.1% | |
| -1267.009714 | 1 | 0.1% | |
| -1234.761063 | 1 | 0.1% | |
| -1194.748711 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1260.03755 | 1 | 0.1% | |
| 1075.055652 | 1 | 0.1% | |
| 1073.746112 | 1 | 0.1% | |
| 1065.588778 | 1 | 0.1% | |
| 993.0036961 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5947323819342989 |
|---|---|
| Minimum | -278.83279371676315 |
| Maximum | 309.02447751054814 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -278.8327937 |
|---|---|
| 5-th percentile | -140.7743519 |
| Q1 | -62.33885852 |
| median | -0.2583527946 |
| Q3 | 61.38156394 |
| 95-th percentile | 144.2212883 |
| Maximum | 309.0244775 |
| Range | 587.8572712 |
| Interquartile range (IQR) | 123.7204225 |
Descriptive statistics
| Standard deviation | 87.54404336 |
|---|---|
| Coefficient of variation (CV) | 147.1990529 |
| Kurtosis | -0.1164883739 |
| Mean | 0.5947323819 |
| Median Absolute Deviation (MAD) | 61.95727682 |
| Skewness | 0.02419757597 |
| Sum | 1189.464764 |
| Variance | 7663.959528 |
| Value | Count | Frequency (%) | |
| 107.5236257 | 1 | 0.1% | |
| -8.225846422 | 1 | 0.1% | |
| 106.2909089 | 1 | 0.1% | |
| -14.88041457 | 1 | 0.1% | |
| -7.361677596 | 1 | 0.1% | |
| -4.227354205 | 1 | 0.1% | |
| 7.957554887 | 1 | 0.1% | |
| 143.3103842 | 1 | 0.1% | |
| 27.039134 | 1 | 0.1% | |
| 57.37715361 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -278.8327937 | 1 | 0.1% | |
| -263.465565 | 1 | 0.1% | |
| -254.4852422 | 1 | 0.1% | |
| -248.9086893 | 1 | 0.1% | |
| -243.49757 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 309.0244775 | 1 | 0.1% | |
| 282.8792537 | 1 | 0.1% | |
| 266.394865 | 1 | 0.1% | |
| 258.4616664 | 1 | 0.1% | |
| 256.0794839 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.036385882060344 |
|---|---|
| Minimum | -496.53911728171664 |
| Maximum | 705.3923467219856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -496.5391173 |
|---|---|
| 5-th percentile | -249.1185067 |
| Q1 | -85.93481601 |
| median | 25.44746283 |
| Q3 | 125.6053975 |
| 95-th percentile | 278.5756067 |
| Maximum | 705.3923467 |
| Range | 1201.931464 |
| Interquartile range (IQR) | 211.5402135 |
Descriptive statistics
| Standard deviation | 162.5812553 |
|---|---|
| Coefficient of variation (CV) | 7.728573538 |
| Kurtosis | 0.3011372251 |
| Mean | 21.03638588 |
| Median Absolute Deviation (MAD) | 106.5114217 |
| Skewness | -0.05185516928 |
| Sum | 42072.77176 |
| Variance | 26432.66456 |
| Value | Count | Frequency (%) | |
| -158.8326112 | 1 | 0.1% | |
| 122.2140047 | 1 | 0.1% | |
| -36.16742128 | 1 | 0.1% | |
| -32.93241821 | 1 | 0.1% | |
| -10.12259018 | 1 | 0.1% | |
| 20.15488681 | 1 | 0.1% | |
| -45.01509825 | 1 | 0.1% | |
| -285.2172555 | 1 | 0.1% | |
| 3.358255425 | 1 | 0.1% | |
| 101.9377875 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -496.5391173 | 1 | 0.1% | |
| -486.675765 | 1 | 0.1% | |
| -484.7732685 | 1 | 0.1% | |
| -465.8818002 | 1 | 0.1% | |
| -451.5239598 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 705.3923467 | 1 | 0.1% | |
| 586.3551238 | 1 | 0.1% | |
| 543.3548029 | 1 | 0.1% | |
| 527.7591637 | 1 | 0.1% | |
| 501.490142 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0683189097622956 |
|---|---|
| Minimum | -261.798296856239 |
| Maximum | 272.91243078077827 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -261.7982969 |
|---|---|
| 5-th percentile | -131.7892615 |
| Q1 | -52.77638021 |
| median | -0.4010786517 |
| Q3 | 52.32718994 |
| 95-th percentile | 127.5059684 |
| Maximum | 272.9124308 |
| Range | 534.7107276 |
| Interquartile range (IQR) | 105.1035702 |
Descriptive statistics
| Standard deviation | 78.11300168 |
|---|---|
| Coefficient of variation (CV) | -73.1176814 |
| Kurtosis | -0.1055498072 |
| Mean | -1.06831891 |
| Median Absolute Deviation (MAD) | 52.54365995 |
| Skewness | -0.00467140682 |
| Sum | -2136.63782 |
| Variance | 6101.641031 |
| Value | Count | Frequency (%) | |
| 20.83919644 | 1 | 0.1% | |
| -29.40160165 | 1 | 0.1% | |
| -159.2251873 | 1 | 0.1% | |
| 61.96155258 | 1 | 0.1% | |
| -6.702017842 | 1 | 0.1% | |
| -9.882946997 | 1 | 0.1% | |
| 6.890130001 | 1 | 0.1% | |
| 22.55797551 | 1 | 0.1% | |
| -30.26059381 | 1 | 0.1% | |
| 97.53160125 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -261.7982969 | 1 | 0.1% | |
| -229.4182494 | 1 | 0.1% | |
| -209.7387915 | 1 | 0.1% | |
| -206.7378386 | 1 | 0.1% | |
| -204.340645 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 272.9124308 | 1 | 0.1% | |
| 248.2217756 | 1 | 0.1% | |
| 241.674756 | 1 | 0.1% | |
| 230.9158431 | 1 | 0.1% | |
| 229.1967731 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28073047127021117 |
|---|---|
| Minimum | -30.23324869873044 |
| Maximum | 22.347921210436652 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -30.2332487 |
|---|---|
| 5-th percentile | -11.6340273 |
| Q1 | -4.544455505 |
| median | 0.3080741296 |
| Q3 | 5.492492313 |
| 95-th percentile | 12.27319085 |
| Maximum | 22.34792121 |
| Range | 52.58116991 |
| Interquartile range (IQR) | 10.03694782 |
Descriptive statistics
| Standard deviation | 7.268029327 |
|---|---|
| Coefficient of variation (CV) | 25.88970586 |
| Kurtosis | -0.03434368779 |
| Mean | 0.2807304713 |
| Median Absolute Deviation (MAD) | 5.035729279 |
| Skewness | -0.043845592 |
| Sum | 561.4609425 |
| Variance | 52.8242503 |
| Value | Count | Frequency (%) | |
| 4.780989791 | 1 | 0.1% | |
| -1.321420714 | 1 | 0.1% | |
| 9.941556221 | 1 | 0.1% | |
| 7.677056465 | 1 | 0.1% | |
| 4.403611582 | 1 | 0.1% | |
| -11.0134689 | 1 | 0.1% | |
| 14.44063224 | 1 | 0.1% | |
| -3.293424613 | 1 | 0.1% | |
| -15.902961 | 1 | 0.1% | |
| -1.897313943 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -30.2332487 | 1 | 0.1% | |
| -22.18003888 | 1 | 0.1% | |
| -22.0198527 | 1 | 0.1% | |
| -21.06819692 | 1 | 0.1% | |
| -20.88716032 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 22.34792121 | 1 | 0.1% | |
| 21.9139481 | 1 | 0.1% | |
| 21.2537036 | 1 | 0.1% | |
| 20.39474899 | 1 | 0.1% | |
| 20.38616041 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0781264282805543 |
|---|---|
| Minimum | -305.72320593922717 |
| Maximum | 376.9266641703464 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -305.7232059 |
|---|---|
| 5-th percentile | -145.2409216 |
| Q1 | -61.31547651 |
| median | -0.4815924203 |
| Q3 | 62.86742993 |
| 95-th percentile | 158.7995967 |
| Maximum | 376.9266642 |
| Range | 682.6498701 |
| Interquartile range (IQR) | 124.1829064 |
Descriptive statistics
| Standard deviation | 93.78439585 |
|---|---|
| Coefficient of variation (CV) | 45.12930233 |
| Kurtosis | 0.4081237073 |
| Mean | 2.078126428 |
| Median Absolute Deviation (MAD) | 61.6820069 |
| Skewness | 0.1668858681 |
| Sum | 4156.252857 |
| Variance | 8795.512906 |
| Value | Count | Frequency (%) | |
| -150.2912539 | 1 | 0.1% | |
| 185.224661 | 1 | 0.1% | |
| 109.0735005 | 1 | 0.1% | |
| 46.65617899 | 1 | 0.1% | |
| -4.910514045 | 1 | 0.1% | |
| 65.09648771 | 1 | 0.1% | |
| 55.25133846 | 1 | 0.1% | |
| 146.524742 | 1 | 0.1% | |
| -1.038172565 | 1 | 0.1% | |
| 113.3156136 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -305.7232059 | 1 | 0.1% | |
| -286.6868494 | 1 | 0.1% | |
| -275.2213894 | 1 | 0.1% | |
| -271.5615513 | 1 | 0.1% | |
| -270.3062821 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 376.9266642 | 1 | 0.1% | |
| 366.6350442 | 1 | 0.1% | |
| 330.6171479 | 1 | 0.1% | |
| 325.222737 | 1 | 0.1% | |
| 322.2386227 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3687062318315883 |
|---|---|
| Minimum | -360.74212277539567 |
| Maximum | 507.253960417953 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -360.7421228 |
|---|---|
| 5-th percentile | -179.8076194 |
| Q1 | -74.23938176 |
| median | 0.6876631606 |
| Q3 | 78.60214361 |
| 95-th percentile | 186.8775565 |
| Maximum | 507.2539604 |
| Range | 867.9960832 |
| Interquartile range (IQR) | 152.8415254 |
Descriptive statistics
| Standard deviation | 112.9225287 |
|---|---|
| Coefficient of variation (CV) | 82.50311574 |
| Kurtosis | 0.04779479801 |
| Mean | 1.368706232 |
| Median Absolute Deviation (MAD) | 76.29838556 |
| Skewness | 0.005559247249 |
| Sum | 2737.412464 |
| Variance | 12751.49748 |
| Value | Count | Frequency (%) | |
| 32.02656999 | 1 | 0.1% | |
| 90.2688743 | 1 | 0.1% | |
| 240.5391403 | 1 | 0.1% | |
| -250.9404988 | 1 | 0.1% | |
| -55.99403494 | 1 | 0.1% | |
| 81.5111599 | 1 | 0.1% | |
| -57.76113021 | 1 | 0.1% | |
| 76.54056701 | 1 | 0.1% | |
| -71.8272625 | 1 | 0.1% | |
| 28.32500483 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -360.7421228 | 1 | 0.1% | |
| -359.3077469 | 1 | 0.1% | |
| -328.7366896 | 1 | 0.1% | |
| -327.2284665 | 1 | 0.1% | |
| -318.4753697 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 507.2539604 | 1 | 0.1% | |
| 376.0924336 | 1 | 0.1% | |
| 334.6139254 | 1 | 0.1% | |
| 333.7053327 | 1 | 0.1% | |
| 297.5388853 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -30.72728256227448 |
|---|---|
| Minimum | -551.1785424240744 |
| Maximum | 389.551551353098 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -551.1785424 |
|---|---|
| 5-th percentile | -230.6852957 |
| Q1 | -116.6184014 |
| median | -30.5094443 |
| Q3 | 52.15975216 |
| 95-th percentile | 168.2005637 |
| Maximum | 389.5515514 |
| Range | 940.7300938 |
| Interquartile range (IQR) | 168.7781535 |
Descriptive statistics
| Standard deviation | 123.9001467 |
|---|---|
| Coefficient of variation (CV) | -4.032252005 |
| Kurtosis | 0.1374270438 |
| Mean | -30.72728256 |
| Median Absolute Deviation (MAD) | 84.87686143 |
| Skewness | -0.04736540805 |
| Sum | -61454.56512 |
| Variance | 15351.24635 |
| Value | Count | Frequency (%) | |
| 72.93907509 | 1 | 0.1% | |
| -241.3142676 | 1 | 0.1% | |
| -122.9028771 | 1 | 0.1% | |
| -112.5276392 | 1 | 0.1% | |
| -61.24819365 | 1 | 0.1% | |
| -24.12941856 | 1 | 0.1% | |
| 93.67577279 | 1 | 0.1% | |
| 118.1422887 | 1 | 0.1% | |
| -202.3467474 | 1 | 0.1% | |
| -148.4104232 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -551.1785424 | 1 | 0.1% | |
| -484.2664446 | 1 | 0.1% | |
| -465.0431241 | 1 | 0.1% | |
| -445.9387468 | 1 | 0.1% | |
| -421.6154597 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 389.5515514 | 1 | 0.1% | |
| 385.0708207 | 1 | 0.1% | |
| 359.1765409 | 1 | 0.1% | |
| 349.1924808 | 1 | 0.1% | |
| 343.7879381 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.734981697576837 |
|---|---|
| Minimum | -425.4135027797077 |
| Maximum | 588.9680804479178 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -425.4135028 |
|---|---|
| 5-th percentile | -219.8103988 |
| Q1 | -81.0856265 |
| median | 14.44319822 |
| Q3 | 107.1822384 |
| 95-th percentile | 246.964026 |
| Maximum | 588.9680804 |
| Range | 1014.381583 |
| Interquartile range (IQR) | 188.2678649 |
Descriptive statistics
| Standard deviation | 141.0159185 |
|---|---|
| Coefficient of variation (CV) | 10.26691711 |
| Kurtosis | 0.006488733814 |
| Mean | 13.7349817 |
| Median Absolute Deviation (MAD) | 94.06959132 |
| Skewness | 0.1297139479 |
| Sum | 27469.9634 |
| Variance | 19885.48928 |
| Value | Count | Frequency (%) | |
| 8.843401914 | 1 | 0.1% | |
| -259.546359 | 1 | 0.1% | |
| -68.43747948 | 1 | 0.1% | |
| -17.15876705 | 1 | 0.1% | |
| -9.450525849 | 1 | 0.1% | |
| 79.70644473 | 1 | 0.1% | |
| -106.6090933 | 1 | 0.1% | |
| -3.532640943 | 1 | 0.1% | |
| -250.5042146 | 1 | 0.1% | |
| 87.80909812 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -425.4135028 | 1 | 0.1% | |
| -387.0680309 | 1 | 0.1% | |
| -365.0326143 | 1 | 0.1% | |
| -358.2869573 | 1 | 0.1% | |
| -340.3122304 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 588.9680804 | 1 | 0.1% | |
| 540.6802551 | 1 | 0.1% | |
| 478.9486851 | 1 | 0.1% | |
| 441.0512041 | 1 | 0.1% | |
| 429.6737044 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5263723366009416 |
|---|---|
| Minimum | 0.004805816461439627 |
| Maximum | 2.9998786601712464 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.004805816461 |
|---|---|
| 5-th percentile | 0.1398780278 |
| Q1 | 0.7744328435 |
| median | 1.521426933 |
| Q3 | 2.324662857 |
| 95-th percentile | 2.843419368 |
| Maximum | 2.99987866 |
| Range | 2.995072844 |
| Interquartile range (IQR) | 1.550230013 |
Descriptive statistics
| Standard deviation | 0.879542908 |
|---|---|
| Coefficient of variation (CV) | 0.5762309018 |
| Kurtosis | -1.256060369 |
| Mean | 1.526372337 |
| Median Absolute Deviation (MAD) | 0.7793563225 |
| Skewness | -0.042065786 |
| Sum | 3052.744673 |
| Variance | 0.7735957269 |
| Value | Count | Frequency (%) | |
| 0.03340810669 | 1 | 0.1% | |
| 2.424855242 | 1 | 0.1% | |
| 2.129595742 | 1 | 0.1% | |
| 1.824044506 | 1 | 0.1% | |
| 0.4633339166 | 1 | 0.1% | |
| 2.198983579 | 1 | 0.1% | |
| 1.918792466 | 1 | 0.1% | |
| 0.6592019109 | 1 | 0.1% | |
| 2.905584753 | 1 | 0.1% | |
| 2.474768745 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.004805816461 | 1 | 0.1% | |
| 0.00531994242 | 1 | 0.1% | |
| 0.005539401491 | 1 | 0.1% | |
| 0.007734580073 | 1 | 0.1% | |
| 0.01011778027 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.99987866 | 1 | 0.1% | |
| 2.996430879 | 1 | 0.1% | |
| 2.996110199 | 1 | 0.1% | |
| 2.992228959 | 1 | 0.1% | |
| 2.991693217 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.092105562856194 |
|---|---|
| Minimum | -565.3585212793006 |
| Maximum | 618.5203848152357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -565.3585213 |
|---|---|
| 5-th percentile | -274.7275482 |
| Q1 | -86.43201752 |
| median | 33.41609967 |
| Q3 | 147.175637 |
| 95-th percentile | 310.8413639 |
| Maximum | 618.5203848 |
| Range | 1183.878906 |
| Interquartile range (IQR) | 233.6076545 |
Descriptive statistics
| Standard deviation | 177.318166 |
|---|---|
| Coefficient of variation (CV) | 6.795854998 |
| Kurtosis | 0.2396584406 |
| Mean | 26.09210556 |
| Median Absolute Deviation (MAD) | 115.4137276 |
| Skewness | -0.1292048598 |
| Sum | 52184.21113 |
| Variance | 31441.73199 |
| Value | Count | Frequency (%) | |
| 101.9253593 | 1 | 0.1% | |
| 6.5784561 | 1 | 0.1% | |
| -126.9794093 | 1 | 0.1% | |
| -147.6085548 | 1 | 0.1% | |
| 148.8434117 | 1 | 0.1% | |
| -151.2693104 | 1 | 0.1% | |
| -5.628474004 | 1 | 0.1% | |
| 368.1670643 | 1 | 0.1% | |
| -84.23453192 | 1 | 0.1% | |
| 126.1251212 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -565.3585213 | 1 | 0.1% | |
| -510.723125 | 1 | 0.1% | |
| -499.8289079 | 1 | 0.1% | |
| -497.3544509 | 1 | 0.1% | |
| -483.6646658 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 618.5203848 | 1 | 0.1% | |
| 615.815587 | 1 | 0.1% | |
| 572.3290163 | 1 | 0.1% | |
| 547.1210154 | 1 | 0.1% | |
| 541.3075365 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06154767324693952 |
|---|---|
| Minimum | -8.959282826270428 |
| Maximum | 7.27363765623904 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -8.959282826 |
|---|---|
| 5-th percentile | -3.47012394 |
| Q1 | -1.308002041 |
| median | 0.1209615596 |
| Q3 | 1.462056981 |
| 95-th percentile | 3.36814343 |
| Maximum | 7.273637656 |
| Range | 16.23292048 |
| Interquartile range (IQR) | 2.770059021 |
Descriptive statistics
| Standard deviation | 2.068897738 |
|---|---|
| Coefficient of variation (CV) | 33.61455648 |
| Kurtosis | 0.1180376381 |
| Mean | 0.06154767325 |
| Median Absolute Deviation (MAD) | 1.380678866 |
| Skewness | -0.1202240683 |
| Sum | 123.0953465 |
| Variance | 4.280337852 |
| Value | Count | Frequency (%) | |
| -0.08249551067 | 1 | 0.1% | |
| 0.3513056468 | 1 | 0.1% | |
| -5.114488656 | 1 | 0.1% | |
| -1.011016062 | 1 | 0.1% | |
| -0.284423319 | 1 | 0.1% | |
| 0.7341075752 | 1 | 0.1% | |
| 0.3804298134 | 1 | 0.1% | |
| 0.01339970771 | 1 | 0.1% | |
| 0.523359415 | 1 | 0.1% | |
| 0.499208958 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -8.959282826 | 1 | 0.1% | |
| -6.231557757 | 1 | 0.1% | |
| -6.1929534 | 1 | 0.1% | |
| -6.023853942 | 1 | 0.1% | |
| -5.910617379 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 7.273637656 | 1 | 0.1% | |
| 6.20326993 | 1 | 0.1% | |
| 6.201587548 | 1 | 0.1% | |
| 5.904416045 | 1 | 0.1% | |
| 5.837900799 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -10.591496226355728 |
|---|---|
| Minimum | -337.7033447510437 |
| Maximum | 314.0039727103725 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -337.7033448 |
|---|---|
| 5-th percentile | -156.7349392 |
| Q1 | -67.09925104 |
| median | -12.37693778 |
| Q3 | 47.06019519 |
| 95-th percentile | 133.1425917 |
| Maximum | 314.0039727 |
| Range | 651.7073175 |
| Interquartile range (IQR) | 114.1594462 |
Descriptive statistics
| Standard deviation | 86.82113805 |
|---|---|
| Coefficient of variation (CV) | -8.197249585 |
| Kurtosis | 0.1232874918 |
| Mean | -10.59149623 |
| Median Absolute Deviation (MAD) | 57.43097489 |
| Skewness | 0.04278902281 |
| Sum | -21182.99245 |
| Variance | 7537.910012 |
| Value | Count | Frequency (%) | |
| -119.2153241 | 1 | 0.1% | |
| -74.84910921 | 1 | 0.1% | |
| -20.02328818 | 1 | 0.1% | |
| -56.3544959 | 1 | 0.1% | |
| -337.7033448 | 1 | 0.1% | |
| -14.37883213 | 1 | 0.1% | |
| -22.50893792 | 1 | 0.1% | |
| 79.73218199 | 1 | 0.1% | |
| 15.06634876 | 1 | 0.1% | |
| 9.392495483 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -337.7033448 | 1 | 0.1% | |
| -280.4761811 | 1 | 0.1% | |
| -278.9283163 | 1 | 0.1% | |
| -260.4013739 | 1 | 0.1% | |
| -253.7956158 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 314.0039727 | 1 | 0.1% | |
| 264.8454445 | 1 | 0.1% | |
| 264.1985153 | 1 | 0.1% | |
| 263.0536975 | 1 | 0.1% | |
| 255.9655206 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.0279944591172985 |
|---|---|
| Minimum | -562.9337264234133 |
| Maximum | 638.6971688803476 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -562.9337264 |
|---|---|
| 5-th percentile | -264.7063837 |
| Q1 | -116.4545022 |
| median | -11.14752154 |
| Q3 | 110.3856429 |
| 95-th percentile | 273.775717 |
| Maximum | 638.6971689 |
| Range | 1201.630895 |
| Interquartile range (IQR) | 226.8401451 |
Descriptive statistics
| Standard deviation | 169.4214839 |
|---|---|
| Coefficient of variation (CV) | -83.54139391 |
| Kurtosis | 0.0563211283 |
| Mean | -2.027994459 |
| Median Absolute Deviation (MAD) | 114.0892489 |
| Skewness | 0.1538494171 |
| Sum | -4055.988918 |
| Variance | 28703.63922 |
| Value | Count | Frequency (%) | |
| 88.33270583 | 1 | 0.1% | |
| 235.8233572 | 1 | 0.1% | |
| 1.445920131 | 1 | 0.1% | |
| 217.8443023 | 1 | 0.1% | |
| 29.3124659 | 1 | 0.1% | |
| 148.7600485 | 1 | 0.1% | |
| 215.7526069 | 1 | 0.1% | |
| -91.25590883 | 1 | 0.1% | |
| -268.5569406 | 1 | 0.1% | |
| -121.9227654 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -562.9337264 | 1 | 0.1% | |
| -515.6760411 | 1 | 0.1% | |
| -486.3740045 | 1 | 0.1% | |
| -463.0105613 | 1 | 0.1% | |
| -462.8189692 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 638.6971689 | 1 | 0.1% | |
| 577.8272621 | 1 | 0.1% | |
| 506.6835853 | 1 | 0.1% | |
| 499.7665439 | 1 | 0.1% | |
| 487.2124603 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.192850096648032 |
|---|---|
| Minimum | -472.3326562635556 |
| Maximum | 421.9359858954528 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -472.3326563 |
|---|---|
| 5-th percentile | -186.8929718 |
| Q1 | -65.92899697 |
| median | 11.20958223 |
| Q3 | 90.80415175 |
| 95-th percentile | 199.5087723 |
| Maximum | 421.9359859 |
| Range | 894.2686422 |
| Interquartile range (IQR) | 156.7331487 |
Descriptive statistics
| Standard deviation | 119.3531583 |
|---|---|
| Coefficient of variation (CV) | 10.6633393 |
| Kurtosis | 0.1750443201 |
| Mean | 11.1928501 |
| Median Absolute Deviation (MAD) | 79.21660935 |
| Skewness | -0.1366227024 |
| Sum | 22385.70019 |
| Variance | 14245.1764 |
| Value | Count | Frequency (%) | |
| 38.17742864 | 1 | 0.1% | |
| 210.2977397 | 1 | 0.1% | |
| -138.8621406 | 1 | 0.1% | |
| 121.6387833 | 1 | 0.1% | |
| -69.0723676 | 1 | 0.1% | |
| -123.5975755 | 1 | 0.1% | |
| -5.119079155 | 1 | 0.1% | |
| 88.69525709 | 1 | 0.1% | |
| -133.0399123 | 1 | 0.1% | |
| -68.67758223 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -472.3326563 | 1 | 0.1% | |
| -442.3838782 | 1 | 0.1% | |
| -432.9902886 | 1 | 0.1% | |
| -367.7867748 | 1 | 0.1% | |
| -365.0902495 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 421.9359859 | 1 | 0.1% | |
| 348.8393978 | 1 | 0.1% | |
| 339.2409853 | 1 | 0.1% | |
| 333.2670549 | 1 | 0.1% | |
| 314.8153658 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5088798782021144 |
|---|---|
| Minimum | 0.00023779781927679708 |
| Maximum | 2.998586980815947 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.0002377978193 |
|---|---|
| 5-th percentile | 0.1658260153 |
| Q1 | 0.7213894362 |
| median | 1.515249161 |
| Q3 | 2.268050187 |
| 95-th percentile | 2.847867795 |
| Maximum | 2.998586981 |
| Range | 2.998349183 |
| Interquartile range (IQR) | 1.546660751 |
Descriptive statistics
| Standard deviation | 0.8667195877 |
|---|---|
| Coefficient of variation (CV) | 0.5744125826 |
| Kurtosis | -1.224181694 |
| Mean | 1.508879878 |
| Median Absolute Deviation (MAD) | 0.7753055349 |
| Skewness | -0.01521890094 |
| Sum | 3017.759756 |
| Variance | 0.7512028437 |
| Value | Count | Frequency (%) | |
| 1.921329345 | 1 | 0.1% | |
| 2.751367083 | 1 | 0.1% | |
| 0.9378500975 | 1 | 0.1% | |
| 2.152200117 | 1 | 0.1% | |
| 0.4274339878 | 1 | 0.1% | |
| 0.2819388584 | 1 | 0.1% | |
| 0.3543944392 | 1 | 0.1% | |
| 1.830554616 | 1 | 0.1% | |
| 2.486906865 | 1 | 0.1% | |
| 2.193325698 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.0002377978193 | 1 | 0.1% | |
| 0.0005063379453 | 1 | 0.1% | |
| 0.002710297969 | 1 | 0.1% | |
| 0.003367683857 | 1 | 0.1% | |
| 0.00530937285 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.998586981 | 1 | 0.1% | |
| 2.998139787 | 1 | 0.1% | |
| 2.997941781 | 1 | 0.1% | |
| 2.997606977 | 1 | 0.1% | |
| 2.996417506 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4717364740857284 |
|---|---|
| Minimum | 0.000628284241451893 |
| Maximum | 2.999357289308911 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.0006282842415 |
|---|---|
| 5-th percentile | 0.1298663524 |
| Q1 | 0.7183316119 |
| median | 1.437937362 |
| Q3 | 2.240815045 |
| 95-th percentile | 2.879228914 |
| Maximum | 2.999357289 |
| Range | 2.998729005 |
| Interquartile range (IQR) | 1.522483433 |
Descriptive statistics
| Standard deviation | 0.8829825932 |
|---|---|
| Coefficient of variation (CV) | 0.5999597134 |
| Kurtosis | -1.213539245 |
| Mean | 1.471736474 |
| Median Absolute Deviation (MAD) | 0.7529532093 |
| Skewness | 0.05959022599 |
| Sum | 2943.472948 |
| Variance | 0.7796582599 |
| Value | Count | Frequency (%) | |
| 0.7451406169 | 1 | 0.1% | |
| 0.9748765228 | 1 | 0.1% | |
| 2.196611602 | 1 | 0.1% | |
| 1.288704921 | 1 | 0.1% | |
| 2.020182142 | 1 | 0.1% | |
| 1.127077734 | 1 | 0.1% | |
| 1.662233828 | 1 | 0.1% | |
| 0.1922395936 | 1 | 0.1% | |
| 2.731953565 | 1 | 0.1% | |
| 2.259357298 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.0006282842415 | 1 | 0.1% | |
| 0.001229686667 | 1 | 0.1% | |
| 0.002269531438 | 1 | 0.1% | |
| 0.002865257074 | 1 | 0.1% | |
| 0.003510092411 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.999357289 | 1 | 0.1% | |
| 2.998680827 | 1 | 0.1% | |
| 2.997795671 | 1 | 0.1% | |
| 2.997528313 | 1 | 0.1% | |
| 2.996419568 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.494922922959843 |
|---|---|
| Minimum | 0.003018362079284409 |
| Maximum | 2.9997509046960964 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.003018362079 |
|---|---|
| 5-th percentile | 0.1507456227 |
| Q1 | 0.7639903294 |
| median | 1.483308983 |
| Q3 | 2.25021172 |
| 95-th percentile | 2.848849787 |
| Maximum | 2.999750905 |
| Range | 2.996732543 |
| Interquartile range (IQR) | 1.486221391 |
Descriptive statistics
| Standard deviation | 0.862268527 |
|---|---|
| Coefficient of variation (CV) | 0.5767979832 |
| Kurtosis | -1.18429209 |
| Mean | 1.494922923 |
| Median Absolute Deviation (MAD) | 0.7451997664 |
| Skewness | 0.01413927118 |
| Sum | 2989.845846 |
| Variance | 0.7435070127 |
| Value | Count | Frequency (%) | |
| 1.954616962 | 1 | 0.1% | |
| 0.9247891448 | 1 | 0.1% | |
| 2.306665644 | 1 | 0.1% | |
| 1.307481085 | 1 | 0.1% | |
| 0.1773376266 | 1 | 0.1% | |
| 0.469517717 | 1 | 0.1% | |
| 1.537861254 | 1 | 0.1% | |
| 0.3889692729 | 1 | 0.1% | |
| 2.692744495 | 1 | 0.1% | |
| 1.081280311 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.003018362079 | 1 | 0.1% | |
| 0.008564953256 | 1 | 0.1% | |
| 0.009633083421 | 1 | 0.1% | |
| 0.01014828952 | 1 | 0.1% | |
| 0.01045476133 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.999750905 | 1 | 0.1% | |
| 2.998828013 | 1 | 0.1% | |
| 2.998572823 | 1 | 0.1% | |
| 2.997566699 | 1 | 0.1% | |
| 2.997112863 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2762870361752792 |
|---|---|
| Minimum | -270.6940665358796 |
| Maximum | 293.7854743710695 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -270.6940665 |
|---|---|
| 5-th percentile | -130.4268736 |
| Q1 | -52.2220285 |
| median | -0.9765318583 |
| Q3 | 56.66453438 |
| 95-th percentile | 130.2412886 |
| Maximum | 293.7854744 |
| Range | 564.4795409 |
| Interquartile range (IQR) | 108.8865629 |
Descriptive statistics
| Standard deviation | 79.32824504 |
|---|---|
| Coefficient of variation (CV) | 62.15548915 |
| Kurtosis | -0.1116030554 |
| Mean | 1.276287036 |
| Median Absolute Deviation (MAD) | 54.11085205 |
| Skewness | 0.02613066568 |
| Sum | 2552.574072 |
| Variance | 6292.97046 |
| Value | Count | Frequency (%) | |
| -24.85143768 | 1 | 0.1% | |
| -86.00414079 | 1 | 0.1% | |
| -57.2190933 | 1 | 0.1% | |
| 0.1892503258 | 1 | 0.1% | |
| 5.816882145 | 1 | 0.1% | |
| 41.09950174 | 1 | 0.1% | |
| -21.85197042 | 1 | 0.1% | |
| 23.52296713 | 1 | 0.1% | |
| 74.9447917 | 1 | 0.1% | |
| -132.2822086 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -270.6940665 | 1 | 0.1% | |
| -228.8491407 | 1 | 0.1% | |
| -228.6519028 | 1 | 0.1% | |
| -227.2549583 | 1 | 0.1% | |
| -224.4753578 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 293.7854744 | 1 | 0.1% | |
| 244.608271 | 1 | 0.1% | |
| 239.8090747 | 1 | 0.1% | |
| 214.9463088 | 1 | 0.1% | |
| 209.5855053 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.396867152814586 |
|---|---|
| Minimum | -820.626550737312 |
| Maximum | 727.8745806529068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -820.6265507 |
|---|---|
| 5-th percentile | -328.703232 |
| Q1 | -139.4384059 |
| median | 3.541606676 |
| Q3 | 167.5975483 |
| 95-th percentile | 403.314645 |
| Maximum | 727.8745807 |
| Range | 1548.501131 |
| Interquartile range (IQR) | 307.0359541 |
Descriptive statistics
| Standard deviation | 222.9938989 |
|---|---|
| Coefficient of variation (CV) | 14.48306962 |
| Kurtosis | 0.04425813478 |
| Mean | 15.39686715 |
| Median Absolute Deviation (MAD) | 152.1191144 |
| Skewness | 0.154208929 |
| Sum | 30793.73431 |
| Variance | 49726.27895 |
| Value | Count | Frequency (%) | |
| 159.0562213 | 1 | 0.1% | |
| -144.7951338 | 1 | 0.1% | |
| -48.4867539 | 1 | 0.1% | |
| 127.4086033 | 1 | 0.1% | |
| -129.9643943 | 1 | 0.1% | |
| -17.17761221 | 1 | 0.1% | |
| -160.5887479 | 1 | 0.1% | |
| 473.2688857 | 1 | 0.1% | |
| 51.90145133 | 1 | 0.1% | |
| 317.6269581 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -820.6265507 | 1 | 0.1% | |
| -662.0057843 | 1 | 0.1% | |
| -644.8000628 | 1 | 0.1% | |
| -642.068151 | 1 | 0.1% | |
| -638.339056 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 727.8745807 | 1 | 0.1% | |
| 718.0079582 | 1 | 0.1% | |
| 717.1576325 | 1 | 0.1% | |
| 691.9950521 | 1 | 0.1% | |
| 654.8712919 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29951713251792955 |
|---|---|
| Minimum | -134.89268993446817 |
| Maximum | 170.59050774140294 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -134.8926899 |
|---|---|
| 5-th percentile | -73.30961717 |
| Q1 | -31.60373467 |
| median | -0.005192792672 |
| Q3 | 31.60887499 |
| 95-th percentile | 74.7049769 |
| Maximum | 170.5905077 |
| Range | 305.4831977 |
| Interquartile range (IQR) | 63.21260966 |
Descriptive statistics
| Standard deviation | 45.56355446 |
|---|---|
| Coefficient of variation (CV) | 152.1233663 |
| Kurtosis | -0.2036294992 |
| Mean | 0.2995171325 |
| Median Absolute Deviation (MAD) | 31.61962303 |
| Skewness | 0.05512465612 |
| Sum | 599.034265 |
| Variance | 2076.037495 |
| Value | Count | Frequency (%) | |
| -2.326307454 | 1 | 0.1% | |
| 30.44865831 | 1 | 0.1% | |
| -12.83414326 | 1 | 0.1% | |
| -60.2406988 | 1 | 0.1% | |
| -44.11669811 | 1 | 0.1% | |
| -78.76537653 | 1 | 0.1% | |
| 23.43432244 | 1 | 0.1% | |
| -5.780515447 | 1 | 0.1% | |
| -36.48412212 | 1 | 0.1% | |
| -44.54497827 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -134.8926899 | 1 | 0.1% | |
| -130.5036993 | 1 | 0.1% | |
| -127.8685429 | 1 | 0.1% | |
| -122.7384748 | 1 | 0.1% | |
| -122.5999123 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 170.5905077 | 1 | 0.1% | |
| 135.8831324 | 1 | 0.1% | |
| 133.0333268 | 1 | 0.1% | |
| 130.7345356 | 1 | 0.1% | |
| 127.3859112 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.980762848846411 |
|---|---|
| Minimum | -570.1009426902457 |
| Maximum | 599.4812259666594 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -570.1009427 |
|---|---|
| 5-th percentile | -266.7829005 |
| Q1 | -113.8467725 |
| median | -13.14319902 |
| Q3 | 99.4276911 |
| 95-th percentile | 286.1654502 |
| Maximum | 599.481226 |
| Range | 1169.582169 |
| Interquartile range (IQR) | 213.2744636 |
Descriptive statistics
| Standard deviation | 166.3709457 |
|---|---|
| Coefficient of variation (CV) | -41.79373453 |
| Kurtosis | 0.3457832583 |
| Mean | -3.980762849 |
| Median Absolute Deviation (MAD) | 107.0515875 |
| Skewness | 0.2410059888 |
| Sum | -7961.525698 |
| Variance | 27679.29158 |
| Value | Count | Frequency (%) | |
| -88.53448883 | 1 | 0.1% | |
| -145.5843807 | 1 | 0.1% | |
| 21.01960662 | 1 | 0.1% | |
| -279.1104991 | 1 | 0.1% | |
| 261.8565855 | 1 | 0.1% | |
| -23.03636059 | 1 | 0.1% | |
| -27.49613631 | 1 | 0.1% | |
| 23.69517296 | 1 | 0.1% | |
| 76.64749898 | 1 | 0.1% | |
| 50.23531593 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -570.1009427 | 1 | 0.1% | |
| -556.6420991 | 1 | 0.1% | |
| -504.7505831 | 1 | 0.1% | |
| -495.1563049 | 1 | 0.1% | |
| -478.8737008 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 599.481226 | 1 | 0.1% | |
| 553.8519524 | 1 | 0.1% | |
| 553.2886689 | 1 | 0.1% | |
| 553.0228011 | 1 | 0.1% | |
| 528.4711833 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4886266808792474 |
|---|---|
| Minimum | 0.00017639594445684192 |
| Maximum | 2.9993774224808836 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.0001763959445 |
|---|---|
| 5-th percentile | 0.1363887393 |
| Q1 | 0.730310598 |
| median | 1.507663282 |
| Q3 | 2.226652291 |
| 95-th percentile | 2.827869041 |
| Maximum | 2.999377422 |
| Range | 2.999201027 |
| Interquartile range (IQR) | 1.496341693 |
Descriptive statistics
| Standard deviation | 0.8651489702 |
|---|---|
| Coefficient of variation (CV) | 0.5811725541 |
| Kurtosis | -1.217006463 |
| Mean | 1.488626681 |
| Median Absolute Deviation (MAD) | 0.7428285963 |
| Skewness | -0.005020534175 |
| Sum | 2977.253362 |
| Variance | 0.7484827406 |
| Value | Count | Frequency (%) | |
| 2.875732963 | 1 | 0.1% | |
| 1.508680189 | 1 | 0.1% | |
| 2.976564029 | 1 | 0.1% | |
| 2.460586576 | 1 | 0.1% | |
| 1.188120396 | 1 | 0.1% | |
| 1.077717876 | 1 | 0.1% | |
| 1.440577828 | 1 | 0.1% | |
| 2.625790023 | 1 | 0.1% | |
| 1.701373911 | 1 | 0.1% | |
| 2.365474245 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.0001763959445 | 1 | 0.1% | |
| 0.0005435325905 | 1 | 0.1% | |
| 0.002913760549 | 1 | 0.1% | |
| 0.004071296732 | 1 | 0.1% | |
| 0.007478550701 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.999377422 | 1 | 0.1% | |
| 2.999080164 | 1 | 0.1% | |
| 2.996872006 | 1 | 0.1% | |
| 2.993512419 | 1 | 0.1% | |
| 2.990256307 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.6491073581496608 |
|---|---|
| Minimum | -264.97788158389693 |
| Maximum | 286.0111819756112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -264.9778816 |
|---|---|
| 5-th percentile | -137.09513 |
| Q1 | -56.84805478 |
| median | -2.288633879 |
| Q3 | 53.65420149 |
| 95-th percentile | 137.1976925 |
| Maximum | 286.011182 |
| Range | 550.9890636 |
| Interquartile range (IQR) | 110.5022563 |
Descriptive statistics
| Standard deviation | 83.29361725 |
|---|---|
| Coefficient of variation (CV) | -128.3202481 |
| Kurtosis | -0.01905144851 |
| Mean | -0.6491073581 |
| Median Absolute Deviation (MAD) | 55.14762121 |
| Skewness | 0.07794590648 |
| Sum | -1298.214716 |
| Variance | 6937.826675 |
| Value | Count | Frequency (%) | |
| 128.6743038 | 1 | 0.1% | |
| 50.06796508 | 1 | 0.1% | |
| 120.686396 | 1 | 0.1% | |
| -155.4612508 | 1 | 0.1% | |
| -155.7503158 | 1 | 0.1% | |
| 22.33396797 | 1 | 0.1% | |
| 158.2463689 | 1 | 0.1% | |
| 68.69930522 | 1 | 0.1% | |
| 67.30194481 | 1 | 0.1% | |
| 55.35051622 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -264.9778816 | 1 | 0.1% | |
| -256.5952619 | 1 | 0.1% | |
| -244.3445954 | 1 | 0.1% | |
| -223.1939617 | 1 | 0.1% | |
| -222.5183064 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 286.011182 | 1 | 0.1% | |
| 279.7045274 | 1 | 0.1% | |
| 258.2446527 | 1 | 0.1% | |
| 242.1549783 | 1 | 0.1% | |
| 238.5882773 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.10462645991784347 |
|---|---|
| Minimum | -237.88472766246517 |
| Maximum | 298.69581836167947 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -237.8847277 |
|---|---|
| 5-th percentile | -127.3415525 |
| Q1 | -53.43635809 |
| median | -0.5484591503 |
| Q3 | 51.59361269 |
| 95-th percentile | 126.1321727 |
| Maximum | 298.6958184 |
| Range | 536.580546 |
| Interquartile range (IQR) | 105.0299708 |
Descriptive statistics
| Standard deviation | 77.55407408 |
|---|---|
| Coefficient of variation (CV) | -741.2472346 |
| Kurtosis | 0.01312889847 |
| Mean | -0.1046264599 |
| Median Absolute Deviation (MAD) | 52.70631071 |
| Skewness | 0.06695688719 |
| Sum | -209.2529198 |
| Variance | 6014.634406 |
| Value | Count | Frequency (%) | |
| -0.352865401 | 1 | 0.1% | |
| 34.64013385 | 1 | 0.1% | |
| -15.6254724 | 1 | 0.1% | |
| 19.02722539 | 1 | 0.1% | |
| 10.7313263 | 1 | 0.1% | |
| -136.931892 | 1 | 0.1% | |
| -1.852088575 | 1 | 0.1% | |
| 40.59020064 | 1 | 0.1% | |
| -120.9828618 | 1 | 0.1% | |
| -3.554765157 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -237.8847277 | 1 | 0.1% | |
| -223.8256089 | 1 | 0.1% | |
| -215.259284 | 1 | 0.1% | |
| -210.7044019 | 1 | 0.1% | |
| -208.308406 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 298.6958184 | 1 | 0.1% | |
| 258.6903024 | 1 | 0.1% | |
| 258.1446035 | 1 | 0.1% | |
| 253.438326 | 1 | 0.1% | |
| 226.9727114 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22807748302594144 |
|---|---|
| Minimum | -25.89720924818093 |
| Maximum | 31.723915429605444 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -25.89720925 |
|---|---|
| 5-th percentile | -14.452468 |
| Q1 | -5.412393541 |
| median | 0.3274434697 |
| Q3 | 5.87203914 |
| 95-th percentile | 14.4983607 |
| Maximum | 31.72391543 |
| Range | 57.62112468 |
| Interquartile range (IQR) | 11.28443268 |
Descriptive statistics
| Standard deviation | 8.635146736 |
|---|---|
| Coefficient of variation (CV) | 37.86058414 |
| Kurtosis | -0.00889535458 |
| Mean | 0.228077483 |
| Median Absolute Deviation (MAD) | 5.656313834 |
| Skewness | -0.01892631325 |
| Sum | 456.1549661 |
| Variance | 74.56575915 |
| Value | Count | Frequency (%) | |
| -8.239941196 | 1 | 0.1% | |
| 16.08366151 | 1 | 0.1% | |
| -10.96447513 | 1 | 0.1% | |
| 14.46978646 | 1 | 0.1% | |
| 10.21639669 | 1 | 0.1% | |
| 1.251009154 | 1 | 0.1% | |
| -6.777735674 | 1 | 0.1% | |
| 10.32760172 | 1 | 0.1% | |
| 1.519032405 | 1 | 0.1% | |
| -6.528916274 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -25.89720925 | 1 | 0.1% | |
| -24.69126558 | 1 | 0.1% | |
| -24.6778649 | 1 | 0.1% | |
| -24.57099791 | 1 | 0.1% | |
| -23.49054877 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 31.72391543 | 1 | 0.1% | |
| 29.42231341 | 1 | 0.1% | |
| 28.62535936 | 1 | 0.1% | |
| 28.25495101 | 1 | 0.1% | |
| 25.56802405 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4944875784736438 |
|---|---|
| Minimum | 0.0019160949605741 |
| Maximum | 2.9982228056444007 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.001916094961 |
|---|---|
| 5-th percentile | 0.1790549927 |
| Q1 | 0.7431610831 |
| median | 1.488348825 |
| Q3 | 2.232687136 |
| 95-th percentile | 2.859901334 |
| Maximum | 2.998222806 |
| Range | 2.996306711 |
| Interquartile range (IQR) | 1.489526053 |
Descriptive statistics
| Standard deviation | 0.8602020935 |
|---|---|
| Coefficient of variation (CV) | 0.5755833009 |
| Kurtosis | -1.193614752 |
| Mean | 1.494487578 |
| Median Absolute Deviation (MAD) | 0.7450685383 |
| Skewness | 0.03751246314 |
| Sum | 2988.975157 |
| Variance | 0.7399476417 |
| Value | Count | Frequency (%) | |
| 1.017002427 | 1 | 0.1% | |
| 0.9838621705 | 1 | 0.1% | |
| 0.204585729 | 1 | 0.1% | |
| 2.279193946 | 1 | 0.1% | |
| 2.723956679 | 1 | 0.1% | |
| 0.895826155 | 1 | 0.1% | |
| 0.8950382266 | 1 | 0.1% | |
| 2.65985932 | 1 | 0.1% | |
| 1.748860494 | 1 | 0.1% | |
| 0.2354392766 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.001916094961 | 1 | 0.1% | |
| 0.003192992507 | 1 | 0.1% | |
| 0.003372424203 | 1 | 0.1% | |
| 0.003747884054 | 1 | 0.1% | |
| 0.005805544146 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.998222806 | 1 | 0.1% | |
| 2.998170037 | 1 | 0.1% | |
| 2.997721472 | 1 | 0.1% | |
| 2.997006659 | 1 | 0.1% | |
| 2.994010996 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.9890280917417678 |
|---|---|
| Minimum | -314.59049588795125 |
| Maximum | 342.7809601806527 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -314.5904959 |
|---|---|
| 5-th percentile | -160.2592344 |
| Q1 | -67.24897589 |
| median | -7.102901875 |
| Q3 | 62.15078771 |
| 95-th percentile | 157.0535244 |
| Maximum | 342.7809602 |
| Range | 657.3714561 |
| Interquartile range (IQR) | 129.3997636 |
Descriptive statistics
| Standard deviation | 96.71937829 |
|---|---|
| Coefficient of variation (CV) | -32.35813626 |
| Kurtosis | 0.01225376533 |
| Mean | -2.989028092 |
| Median Absolute Deviation (MAD) | 64.59230609 |
| Skewness | 0.07672980225 |
| Sum | -5978.056183 |
| Variance | 9354.638136 |
| Value | Count | Frequency (%) | |
| -153.9482971 | 1 | 0.1% | |
| -12.91101817 | 1 | 0.1% | |
| 67.60315433 | 1 | 0.1% | |
| -3.694400433 | 1 | 0.1% | |
| -69.82726541 | 1 | 0.1% | |
| 118.3775224 | 1 | 0.1% | |
| -49.20119927 | 1 | 0.1% | |
| 35.81038748 | 1 | 0.1% | |
| -75.82369698 | 1 | 0.1% | |
| -126.3418236 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -314.5904959 | 1 | 0.1% | |
| -301.8389068 | 1 | 0.1% | |
| -301.0050838 | 1 | 0.1% | |
| -285.4062545 | 1 | 0.1% | |
| -269.719429 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 342.7809602 | 1 | 0.1% | |
| 322.2488141 | 1 | 0.1% | |
| 302.5852882 | 1 | 0.1% | |
| 301.0250314 | 1 | 0.1% | |
| 295.9792666 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.247501138342542 |
|---|---|
| Minimum | -390.18314058056546 |
| Maximum | 407.9228986594017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -390.1831406 |
|---|---|
| 5-th percentile | -148.2170838 |
| Q1 | -65.9727201 |
| median | -5.558406284 |
| Q3 | 64.32687235 |
| 95-th percentile | 177.7756509 |
| Maximum | 407.9228987 |
| Range | 798.1060392 |
| Interquartile range (IQR) | 130.2995925 |
Descriptive statistics
| Standard deviation | 101.3621271 |
|---|---|
| Coefficient of variation (CV) | 45.09992246 |
| Kurtosis | 0.4185005949 |
| Mean | 2.247501138 |
| Median Absolute Deviation (MAD) | 65.7667118 |
| Skewness | 0.3238793681 |
| Sum | 4495.002277 |
| Variance | 10274.2808 |
| Value | Count | Frequency (%) | |
| -162.0576504 | 1 | 0.1% | |
| 146.2048471 | 1 | 0.1% | |
| -117.9276883 | 1 | 0.1% | |
| -17.78557921 | 1 | 0.1% | |
| -45.3180838 | 1 | 0.1% | |
| 223.9337802 | 1 | 0.1% | |
| -94.78398594 | 1 | 0.1% | |
| -66.06269343 | 1 | 0.1% | |
| -65.07262408 | 1 | 0.1% | |
| 203.1560631 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -390.1831406 | 1 | 0.1% | |
| -304.4253859 | 1 | 0.1% | |
| -293.8023045 | 1 | 0.1% | |
| -289.7363581 | 1 | 0.1% | |
| -288.9740142 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 407.9228987 | 1 | 0.1% | |
| 370.1270586 | 1 | 0.1% | |
| 358.7301027 | 1 | 0.1% | |
| 355.6657403 | 1 | 0.1% | |
| 329.934107 | 1 | 0.1% |
| Distinct count | 2000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.972199440598091 |
|---|---|
| Minimum | -255.94236611478073 |
| Maximum | 273.21828639335644 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -255.9423661 |
|---|---|
| 5-th percentile | -135.4444707 |
| Q1 | -57.57142671 |
| median | -9.936731756 |
| Q3 | 41.71636288 |
| 95-th percentile | 118.8025321 |
| Maximum | 273.2182864 |
| Range | 529.1606525 |
| Interquartile range (IQR) | 99.2877896 |
Descriptive statistics
| Standard deviation | 76.90210579 |
|---|---|
| Coefficient of variation (CV) | -9.646284738 |
| Kurtosis | 0.222235277 |
| Mean | -7.972199441 |
| Median Absolute Deviation (MAD) | 49.89495084 |
| Skewness | 0.05000669648 |
| Sum | -15944.39888 |
| Variance | 5913.933875 |
| Value | Count | Frequency (%) | |
| 24.84935308 | 1 | 0.1% | |
| -11.76617132 | 1 | 0.1% | |
| -72.64031173 | 1 | 0.1% | |
| -66.69951429 | 1 | 0.1% | |
| -208.5194599 | 1 | 0.1% | |
| -147.3607811 | 1 | 0.1% | |
| -100.7511324 | 1 | 0.1% | |
| -36.22195205 | 1 | 0.1% | |
| 81.24845986 | 1 | 0.1% | |
| -12.4401005 | 1 | 0.1% | |
| Other values (1990) | 1990 | 99.5% |
| Value | Count | Frequency (%) | |
| -255.9423661 | 1 | 0.1% | |
| -254.5370427 | 1 | 0.1% | |
| -250.4895367 | 1 | 0.1% | |
| -226.8255234 | 1 | 0.1% | |
| -225.1542991 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 273.2182864 | 1 | 0.1% | |
| 260.0738299 | 1 | 0.1% | |
| 242.7233676 | 1 | 0.1% | |
| 232.9655381 | 1 | 0.1% | |
| 230.5613942 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| col0 | col1 | col2 | col3 | col4 | col5 | col6 | col7 | col8 | col9 | col10 | col11 | col12 | col13 | col14 | col15 | col16 | col17 | col18 | col19 | col20 | col21 | col22 | col23 | col24 | col25 | col26 | col27 | col28 | col29 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 394.650101 | -102.778703 | -48.854416 | 17.463193 | 4.744214 | -90.504260 | 135.111157 | -27.691507 | 192.961067 | 1.755201 | -213.139157 | -1.371032 | 167.220896 | -438.697273 | 117.776726 | 2.678264 | 2.336249 | 2.098611 | -131.893003 | 439.386126 | -56.947165 | 140.952506 | 1.885744 | 11.483086 | -131.665132 | 12.876561 | 0.156747 | -185.849095 | -29.314711 | -84.254441 |
| 1 | 62.200701 | -139.323500 | 235.644493 | 10.860594 | 1.921110 | 39.088440 | -186.024836 | -53.158605 | -122.290561 | 1.426944 | 235.208582 | 1.730758 | 30.691925 | 232.770741 | -150.823103 | 2.363756 | 0.432066 | 0.924914 | -5.622402 | -402.651882 | -45.854744 | -148.360929 | 2.614495 | -24.895114 | -40.050598 | 7.376349 | 1.962719 | -123.776910 | 65.756136 | -10.378203 |
| 2 | 232.736729 | 5.502143 | 204.738165 | 45.738959 | 1.338264 | 33.604743 | 92.235943 | -115.127927 | -95.263085 | 2.048801 | 189.115207 | 0.951928 | -47.048687 | 80.408480 | 130.937671 | 1.001301 | 2.613453 | 2.824269 | -84.963692 | -264.639656 | -15.638165 | -234.606490 | 0.409558 | 286.011182 | 48.109151 | -9.277772 | 1.838195 | 19.461847 | 126.144518 | -121.300353 |
| 3 | 340.045437 | -129.924115 | 62.694027 | 61.899097 | -1.294288 | -58.616589 | -55.080664 | 10.115134 | 9.051856 | 2.732693 | -21.916455 | 1.305913 | 11.176007 | 44.407738 | -27.797463 | 0.696783 | 2.966355 | 0.467539 | -72.113602 | -56.165896 | 13.407883 | -56.332212 | 2.801811 | 70.875892 | 26.673509 | 2.389621 | 2.188665 | 109.700845 | 109.378365 | -58.425305 |
| 4 | -60.576957 | 71.958472 | 489.203093 | 121.380719 | -3.620431 | 44.666983 | -161.487192 | 137.920737 | 540.680255 | 1.172919 | 272.675402 | 0.539000 | -9.820108 | 577.827262 | -235.411444 | 0.808339 | 2.801212 | 0.059909 | -93.998931 | -369.641090 | -51.559846 | -6.645415 | 1.889414 | -21.814728 | -91.701674 | -9.206418 | 1.211916 | -11.602746 | -8.162451 | -87.902970 |
| 5 | 439.745215 | 1.747390 | -178.754516 | -16.124854 | -2.852318 | -173.734266 | -24.517236 | -150.051290 | 21.101506 | 0.194929 | -39.568272 | -0.937033 | 13.105254 | -138.218291 | 161.113608 | 2.083696 | 2.309827 | 2.748222 | -28.711756 | 395.018624 | 17.587209 | 5.898304 | 1.942232 | 186.244752 | -48.831297 | 4.076968 | 0.547166 | -87.243191 | -2.229243 | -18.870281 |
| 6 | 228.863022 | -4.227354 | 333.605497 | 187.924012 | 12.730823 | 83.650219 | -122.230982 | 79.840399 | 128.334714 | 0.460491 | 151.280932 | 1.320121 | -25.876974 | -17.599606 | -19.862444 | 1.905859 | 2.561553 | 0.733654 | 149.270383 | -246.047784 | -22.089417 | -47.680417 | 0.650142 | -12.044503 | -3.819700 | 1.094857 | 2.587638 | 133.848765 | 179.313736 | -44.887093 |
| 7 | 535.783726 | 44.585432 | 202.224738 | 120.164728 | -0.034910 | -35.911072 | -158.890725 | -266.787876 | 254.025996 | 2.734241 | -12.836653 | -2.723124 | -61.426400 | -129.453404 | -104.436369 | 2.962138 | 2.834926 | 1.424521 | -110.247244 | 300.429954 | -15.604860 | -63.072006 | 1.090869 | 117.115312 | -35.481443 | -7.529489 | 1.149661 | 98.897629 | 124.281430 | -62.585469 |
| 8 | -138.948373 | -34.312294 | 130.134729 | 28.141742 | 2.609450 | 13.645250 | 24.860749 | -149.453713 | -64.013578 | 1.899563 | 293.577812 | -1.967499 | 44.988310 | 129.153148 | 190.142009 | 0.513105 | 2.639383 | 2.409920 | -51.816263 | -69.068170 | 62.524774 | 18.838137 | 2.071863 | 105.400106 | -89.689618 | 15.651085 | 2.904036 | 75.521974 | 30.142428 | -4.638161 |
| 9 | 412.191432 | 17.314208 | 266.271991 | -27.984414 | -8.307170 | 8.492655 | 52.060141 | -118.117377 | 45.933089 | 2.012806 | 222.908378 | -1.742787 | 8.296945 | -87.498508 | 255.151732 | 2.977672 | 0.222683 | 2.959980 | -45.749208 | -94.213591 | 7.942396 | -173.580993 | 1.253857 | -7.101156 | -99.444806 | -4.957536 | 1.120353 | -140.267812 | 121.098183 | -131.104629 |
Last rows
| col0 | col1 | col2 | col3 | col4 | col5 | col6 | col7 | col8 | col9 | col10 | col11 | col12 | col13 | col14 | col15 | col16 | col17 | col18 | col19 | col20 | col21 | col22 | col23 | col24 | col25 | col26 | col27 | col28 | col29 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | 104.585734 | -66.289019 | -13.462324 | -0.201961 | -2.644344 | 76.124537 | -74.016317 | -19.636761 | -358.286957 | 0.279921 | 160.489969 | 2.477158 | 9.822472 | -67.335066 | 10.750844 | 1.905145 | 1.672935 | 0.516607 | 129.826031 | -418.532024 | 40.302996 | -412.958184 | 1.005748 | -133.311111 | 77.100257 | 7.032945 | 0.309133 | -51.505649 | 48.163047 | 83.681313 |
| 1991 | -263.005799 | 52.240373 | 385.268499 | -132.371832 | 0.156186 | 120.941569 | -88.388882 | 44.239244 | 139.684623 | 0.967248 | 343.557098 | 1.833045 | 78.116726 | 217.409788 | 77.172294 | 2.901651 | 0.942555 | 2.154703 | -33.867931 | -335.331588 | -79.920453 | 3.944700 | 0.171324 | -104.447251 | -90.836096 | -3.123186 | 2.364284 | -70.012999 | -2.191037 | -4.922716 |
| 1992 | -61.613659 | 28.448448 | -94.496917 | -8.983500 | 8.094444 | 9.898585 | 29.456178 | 24.031579 | -99.815831 | 1.697984 | -31.243009 | -0.838282 | 24.574698 | -50.390591 | -105.418763 | 2.505325 | 1.209168 | 2.311703 | -2.312867 | -84.067135 | 49.743679 | -65.058762 | 0.587235 | 196.114395 | -141.137952 | 9.372328 | 1.577340 | 72.598513 | -66.082185 | 27.030198 |
| 1993 | 507.728061 | 128.195233 | 6.651932 | 15.504718 | -3.515603 | -101.382177 | -87.765297 | 209.445262 | -163.648354 | 2.587226 | 4.293407 | -0.975867 | -210.668725 | 154.818778 | -137.251887 | 1.832569 | 2.630931 | 2.468528 | 2.145449 | -390.257466 | 6.998228 | -101.167437 | 2.495786 | 220.513973 | 117.920241 | 4.763872 | 2.092293 | -16.862469 | 35.398079 | -199.516337 |
| 1994 | -266.344647 | 71.389163 | 180.606765 | 29.118229 | 15.752023 | 71.532489 | -34.506439 | 63.009407 | 84.279853 | 2.930054 | 157.292519 | 0.060985 | 187.011604 | 7.128259 | -91.014658 | 2.334457 | 1.214771 | 1.858583 | 34.054852 | -191.828682 | -31.931030 | 66.224019 | 1.364233 | 49.636051 | 65.028388 | 2.411786 | 1.913281 | 5.035683 | -155.078913 | 12.471283 |
| 1995 | -471.546548 | 10.111993 | 26.954527 | 15.095227 | -3.063143 | 103.709142 | 154.251641 | 52.139437 | -18.130711 | 1.275376 | 137.124860 | 0.344804 | 41.102003 | -219.620263 | -69.517349 | 2.466376 | 1.928979 | 1.929885 | 41.170650 | -21.551333 | -22.700361 | 321.521536 | 1.802898 | 37.775150 | 1.023489 | 5.859330 | 2.494973 | -14.614198 | -86.615411 | 12.791456 |
| 1996 | 338.582687 | -66.286491 | 85.950052 | 62.767924 | -9.850459 | -28.715758 | -18.165461 | 22.083233 | -20.414047 | 0.171980 | 36.467797 | 0.737777 | 80.093566 | -16.675384 | -49.267052 | 1.712766 | 0.907037 | 0.150845 | -139.713961 | -154.382939 | -53.432832 | -106.773383 | 1.421168 | -4.654932 | -28.263999 | -1.993743 | 1.670567 | -33.261460 | 159.403484 | -23.817695 |
| 1997 | -606.008941 | 62.500403 | 105.618597 | -72.866870 | 8.377977 | 90.363769 | 122.605637 | -132.766117 | 196.318687 | 2.103777 | 46.604223 | -1.771293 | -1.869533 | -11.319823 | -23.978467 | 0.584754 | 1.099843 | 2.237496 | -22.677048 | 318.443480 | -33.583933 | 474.485779 | 1.961537 | -10.633976 | 18.384643 | 0.436849 | 2.203840 | 103.288596 | -8.135033 | 21.901938 |
| 1998 | -177.330776 | -49.753695 | 113.362911 | 81.025957 | -3.930623 | 49.207840 | 75.985199 | 124.601644 | 155.490571 | 0.840811 | -59.106548 | -1.109894 | 25.991756 | -29.891444 | 74.651156 | 0.533087 | 1.268421 | 0.885782 | -81.353267 | 24.882470 | -64.400056 | 171.401230 | 0.247412 | 157.263552 | 1.933496 | 12.835083 | 1.749624 | 50.869380 | -60.932621 | -64.972888 |
| 1999 | -836.655138 | -80.742934 | 169.299357 | 22.026026 | -6.558834 | 134.088064 | 152.312695 | 72.208317 | -154.817199 | 0.835230 | 460.459491 | -0.776187 | 51.606760 | 162.459861 | 43.430518 | 1.511528 | 0.625435 | 2.657625 | 122.847622 | -382.239345 | -80.170539 | 363.929003 | 2.526689 | -15.294976 | -72.794742 | 8.620293 | 1.710575 | -49.201199 | -124.800089 | -13.015749 |